A deep learning approach for 2D ultrasound and 3D CT/MR image registration in liver tumor ablation.

Journal: Computer methods and programs in biomedicine
Published Date:

Abstract

BACKGROUND AND OBJECTIVE: Liver tumor ablation is often guided by ultrasound (US). Due to poor image quality, intraoperative US is fused with preoperative computed tomography or magnetic tomography (CT/MR) images to provide visual guidance. As of today, the underlying 2D US to 3D CT/MR registration problem remains a very challenging task.

Authors

  • Wei Wei
    Dept. Biomedical Informatics, University of Pittsburgh, Pittsburgh, PA, USA.
  • Xu Haishan
    Sir Run Run Shaw Hospital, School of Medicine, Zhejiang University, China.
  • Julian Alpers
    Faculty of Computer Science & Research Campus STIMULATE, University of Magdeburg, Germany.
  • Marko Rak
  • Christian Hansen
    Department of Simulation and Graphics, University of Magdeburg Universitätsplatz 2, Magdeburg, 39106 Germany.